{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "89021efb",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"></ul></div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8e496c0",
   "metadata": {},
   "source": [
    "* 城市：'全国'、 '北京、 '上海'、 '天津'、 '重庆'、 '广州'、'深圳'、 '苏州'、 '南京'、 '杭州'、 '大连'、'成都'、 '武汉'、 '西安'\n",
    "* 关键词：不限制\n",
    "* 工作经验：'应届生'、 '实习生'、 '1年以内'、 '1-3年'、'3-5年'、 '5-10年'、'10年以上'\n",
    "* 公司规模：1-49人、50-99人、100-499人、500-999人、1000-2000人、2000-5000人、5000-10000人、10000人以上"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c3a6ec39",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "这是第1页，接下来将先等待7秒...然后以继续抓取\n",
      "这是第2页，接下来将先等待3秒...然后以继续抓取\n",
      "这是第3页，接下来将先等待6秒...然后以继续抓取\n",
      "这是第4页，接下来将先等待9秒...然后以继续抓取\n",
      "这是第5页，接下来将先等待9秒...然后以继续抓取\n",
      "这是第6页，接下来将先等待9秒...然后以继续抓取\n",
      "这是第7页，接下来将先等待6秒...然后以继续抓取\n",
      "这是第8页，接下来将先等待7秒...然后以继续抓取\n",
      "这是第9页，接下来将先等待8秒...然后以继续抓取\n",
      "这是第10页，接下来将先等待4秒...然后以继续抓取\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"62575813\",\"userId\":\"a5...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>62575813</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20231031105341</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源主管</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>达科信息科技(北京)</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>5da18bc80c1585184592366803u.jpg</td>\n",
       "      <td>3456765</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/3456765/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"61427111\",\"userId\":\"72...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>61427111</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20230906164826</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>61d7f0a3c3f5b4644a4e41a705u.png</td>\n",
       "      <td>达科信息科技(北京)</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>5da18bc80c1585184592366803u.jpg</td>\n",
       "      <td>3456765</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/3456765/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"50264081\",\"userId\":\"cb...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[web端产品]</td>\n",
       "      <td>2</td>\n",
       "      <td>50264081</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20221116171205</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>北京通证思维科技有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61a160cf1bd4fb704eb2167304u.jpg</td>\n",
       "      <td>13233893</td>\n",
       "      <td>区块链</td>\n",
       "      <td>https://www.liepin.com/company/13233893/</td>\n",
       "      <td>天使轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"55239349\",\"userId\":\"ef...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>55239349</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20230206103453</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>HR Recruiting and Marketing</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>梅赛德斯-奔驰</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>643fbaa143179d0688cc8dc104u.png</td>\n",
       "      <td>8494044</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>https://www.liepin.com/company/8494044/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"25969223\",\"userId\":\"c5...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[需求分析, 商业智能, bi]</td>\n",
       "      <td>2</td>\n",
       "      <td>25969223</td>\n",
       "      <td>北京</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20200207215150</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>北京抖音信息服务有限公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>59fa8a1d70323b4a8499a2c705a.jpg</td>\n",
       "      <td>9352611</td>\n",
       "      <td>在线社交/媒体</td>\n",
       "      <td>https://www.liepin.com/company/9352611/</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"recruiterName\":\"陈先生\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[活动运营, 渠道运营, 电商产品运营, b端产品运营]</td>\n",
       "      <td>2</td>\n",
       "      <td>24524951</td>\n",
       "      <td>北京</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20191104132120</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>运营</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>北京诚悦晟达商贸有限公司</td>\n",
       "      <td></td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>10244609</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>https://www.liepin.com/company/10244609/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"recruiterName\":\"罗女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[python, shell, 项目管理, 漏洞扫描]</td>\n",
       "      <td>2</td>\n",
       "      <td>36479543</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20210302215006</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>技术支持</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>北京长亭未来科技有限公司</td>\n",
       "      <td></td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12151165</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>https://www.liepin.com/company/12151165/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"recruiterName\":\"李先生\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[社群运营, 数据分析, to C, 线上运营, 汽车行业]</td>\n",
       "      <td>2</td>\n",
       "      <td>48684687</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20220414164605</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>资深产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>一汽(北京)软件科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12386523</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/12386523/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"recruiterName\":\"彭女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>62278129</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20231101101431</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>人才招募官</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>卫材(中国)药业有限公司上海分公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>599bc64770322d9bd8735d0c04a.jpg</td>\n",
       "      <td>9298343</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/9298343/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"recruiterName\":\"赵女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>61730263</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20230918174153</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>HR Recruitment Management</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>奥迪(中国)企业管理有限公司</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>5bfea54f74719d2aa34cdfd503a.png</td>\n",
       "      <td>8727773</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>https://www.liepin.com/company/8727773/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"jobKind\":\"2\",\"jobId\":\"62575813\",\"userId\":\"a5...   \n",
       "1   {\"jobKind\":\"2\",\"jobId\":\"61427111\",\"userId\":\"72...   \n",
       "2   {\"jobKind\":\"2\",\"jobId\":\"50264081\",\"userId\":\"cb...   \n",
       "3   {\"jobKind\":\"2\",\"jobId\":\"55239349\",\"userId\":\"ef...   \n",
       "4   {\"jobKind\":\"2\",\"jobId\":\"25969223\",\"userId\":\"c5...   \n",
       "..                                                ...   \n",
       "35  {\"recruiterName\":\"陈先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "36  {\"recruiterName\":\"罗女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "37  {\"recruiterName\":\"李先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "38  {\"recruiterName\":\"彭女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "39  {\"recruiterName\":\"赵女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "1   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "2   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "3   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "4   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "..                                                ...   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "\n",
       "                        job.labels job.jobKind job.jobId  job.dq  \\\n",
       "0                               []           2  62575813  北京-朝阳区   \n",
       "1                               []           2  61427111  北京-朝阳区   \n",
       "2                         [web端产品]           2  50264081  北京-朝阳区   \n",
       "3                               []           2  55239349  北京-朝阳区   \n",
       "4                 [需求分析, 商业智能, bi]           2  25969223      北京   \n",
       "..                             ...         ...       ...     ...   \n",
       "35    [活动运营, 渠道运营, 电商产品运营, b端产品运营]           2  24524951      北京   \n",
       "36     [python, shell, 项目管理, 漏洞扫描]           2  36479543  北京-海淀区   \n",
       "37  [社群运营, 数据分析, to C, 线上运营, 汽车行业]           2  48684687  北京-朝阳区   \n",
       "38                              []           2  62278129  北京-朝阳区   \n",
       "39                              []           2  61730263  北京-朝阳区   \n",
       "\n",
       "   job.pcOuterLink job.h5OuterLink job.refreshTime  job.topJob  ...  \\\n",
       "0                                   20231031105341       False  ...   \n",
       "1                                   20230906164826       False  ...   \n",
       "2                                   20221116171205       False  ...   \n",
       "3                                   20230206103453       False  ...   \n",
       "4                                   20200207215150       False  ...   \n",
       "..             ...             ...             ...         ...  ...   \n",
       "35                                  20191104132120       False  ...   \n",
       "36                                  20210302215006       False  ...   \n",
       "37                                  20220414164605       False  ...   \n",
       "38                                  20231101101431       False  ...   \n",
       "39                                  20230918174153       False  ...   \n",
       "\n",
       "       recruiter.recruiterTitle recruiter.chatted  \\\n",
       "0                        人力资源主管             False   \n",
       "1                                           False   \n",
       "2                        人力资源专员             False   \n",
       "3   HR Recruiting and Marketing             False   \n",
       "4                        数据产品经理             False   \n",
       "..                          ...               ...   \n",
       "35                           运营             False   \n",
       "36                         技术支持             False   \n",
       "37                       资深产品经理             False   \n",
       "38                        人才招募官             False   \n",
       "39    HR Recruitment Management             False   \n",
       "\n",
       "           recruiter.recruiterPhoto      comp.compName comp.compScale  \\\n",
       "0   5f8f9866dfb13a7dee342f1808u.jpg         达科信息科技(北京)       100-499人   \n",
       "1   61d7f0a3c3f5b4644a4e41a705u.png         达科信息科技(北京)       100-499人   \n",
       "2   5f8f98648dbe6273dcf8515508u.jpg       北京通证思维科技有限公司          1-49人   \n",
       "3   5f8f98648dbe6273dcf8515508u.jpg            梅赛德斯-奔驰       10000人以上   \n",
       "4   5f8f9865ea60860b75384fa508u.jpg       北京抖音信息服务有限公司       10000人以上   \n",
       "..                              ...                ...            ...   \n",
       "35  5f8f98698dbe6273dcf8516008u.jpg       北京诚悦晟达商贸有限公司                  \n",
       "36  5f8f986779c7cc70efbf36c008u.jpg       北京长亭未来科技有限公司                  \n",
       "37  5f8f986c79c7cc70efbf36c808u.jpg     一汽(北京)软件科技有限公司       100-499人   \n",
       "38  5f8f98648dbe6273dcf8515508u.jpg  卫材(中国)药业有限公司上海分公司     1000-2000人   \n",
       "39  5f8f9866dfb13a7dee342f1808u.jpg     奥迪(中国)企业管理有限公司       500-999人   \n",
       "\n",
       "                      comp.compLogo comp.compId comp.compIndustry  \\\n",
       "0   5da18bc80c1585184592366803u.jpg     3456765              IT服务   \n",
       "1   5da18bc80c1585184592366803u.jpg     3456765              IT服务   \n",
       "2   61a160cf1bd4fb704eb2167304u.jpg    13233893               区块链   \n",
       "3   643fbaa143179d0688cc8dc104u.png     8494044              整车制造   \n",
       "4   59fa8a1d70323b4a8499a2c705a.jpg     9352611           在线社交/媒体   \n",
       "..                              ...         ...               ...   \n",
       "35  61b07937d0458d53c627567e02u.jpg    10244609             批发/零售   \n",
       "36  61b07937d0458d53c627567e02u.jpg    12151165             批发/零售   \n",
       "37  61b07937d0458d53c627567e02u.jpg    12386523              人工智能   \n",
       "38  599bc64770322d9bd8735d0c04a.jpg     9298343                制药   \n",
       "39  5bfea54f74719d2aa34cdfd503a.png     8727773              整车制造   \n",
       "\n",
       "                                   comp.link comp.compStage  \n",
       "0    https://www.liepin.com/company/3456765/            NaN  \n",
       "1    https://www.liepin.com/company/3456765/            NaN  \n",
       "2   https://www.liepin.com/company/13233893/            天使轮  \n",
       "3    https://www.liepin.com/company/8494044/            NaN  \n",
       "4    https://www.liepin.com/company/9352611/             D轮  \n",
       "..                                       ...            ...  \n",
       "35  https://www.liepin.com/company/10244609/            NaN  \n",
       "36  https://www.liepin.com/company/12151165/            NaN  \n",
       "37  https://www.liepin.com/company/12386523/            NaN  \n",
       "38   https://www.liepin.com/company/9298343/            NaN  \n",
       "39   https://www.liepin.com/company/8727773/            NaN  \n",
       "\n",
       "[400 rows x 31 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import crawl_liepin\n",
    "\n",
    "crawl_liepin.crawl(城市=\"北京\",关键词=\"产品经理\",工作经验='应届生')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1565803f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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